
Build reproducible training snapshots from Kafka
Define a bounded Kafka record window, preserve its output and offset manifest, and run the snapshot job on Polyaxon.
DataOpsKafkaMLOps
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Define a bounded Kafka record window, preserve its output and offset manifest, and run the snapshot job on Polyaxon.

Connect validated Kafka events to fixed Polyaxon operations with a durable submission ledger and replay handling.